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Collections including paper arxiv:2508.19982

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 81
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 231
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 157
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Paper • 2508.16949 • Published Aug 23, 2025 • 24
Diffusion Language Models Know the Answer Before Decoding

Paper • 2508.19982 • Published Aug 27, 2025 • 27
ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models

Paper • 2508.18773 • Published Aug 26, 2025 • 16
Intern-S1: A Scientific Multimodal Foundation Model

Paper • 2508.15763 • Published Aug 21, 2025 • 274

Diffusion Language&MultiModal Modeling

MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 99
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Paper • 2508.02193 • Published Aug 4, 2025 • 139
Diffusion Language Models Know the Answer Before Decoding

Paper • 2508.19982 • Published Aug 27, 2025 • 27
Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion

Paper • 2603.06577 • Published Mar 6 • 50

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 47
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 44
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

Paper • 2506.14429 • Published Jun 17, 2025 • 44

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 47
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 44
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

Paper • 2506.14429 • Published Jun 17, 2025 • 44

AI Math: Diffusion

Controllable Text Generation for Large Language Models: A Survey

Paper • 2408.12599 • Published Aug 22, 2024 • 65
xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations

Paper • 2408.12590 • Published Aug 22, 2024 • 35
Real-Time Video Generation with Pyramid Attention Broadcast

Paper • 2408.12588 • Published Aug 22, 2024 • 17
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Paper • 2408.11039 • Published Aug 20, 2024 • 63

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 81
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 231
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 157
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 47
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 44
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

Paper • 2506.14429 • Published Jun 17, 2025 • 44

Breaking the Exploration Bottleneck: Rubric-Scaffolded Reinforcement Learning for General LLM Reasoning

Paper • 2508.16949 • Published Aug 23, 2025 • 24
Diffusion Language Models Know the Answer Before Decoding

Paper • 2508.19982 • Published Aug 27, 2025 • 27
ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models

Paper • 2508.18773 • Published Aug 26, 2025 • 16
Intern-S1: A Scientific Multimodal Foundation Model

Paper • 2508.15763 • Published Aug 21, 2025 • 274

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 47
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 44
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs

Paper • 2506.14429 • Published Jun 17, 2025 • 44

Diffusion Language&MultiModal Modeling

MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 99
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference

Paper • 2508.02193 • Published Aug 4, 2025 • 139
Diffusion Language Models Know the Answer Before Decoding

Paper • 2508.19982 • Published Aug 27, 2025 • 27
Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion

Paper • 2603.06577 • Published Mar 6 • 50

AI Math: Diffusion

Controllable Text Generation for Large Language Models: A Survey

Paper • 2408.12599 • Published Aug 22, 2024 • 65
xGen-VideoSyn-1: High-fidelity Text-to-Video Synthesis with Compressed Representations

Paper • 2408.12590 • Published Aug 22, 2024 • 35
Real-Time Video Generation with Pyramid Attention Broadcast

Paper • 2408.12588 • Published Aug 22, 2024 • 17
Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Paper • 2408.11039 • Published Aug 20, 2024 • 63

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